Introduction

This prints the Empirical Cumulative Density Function (ECDF) of all numeric features.

Plot interpretation

The gap of Response ECDF at the furthest right correspond to the NAs.

The plots are titled the following:

Title: ECDF of Response vs Feature
Subtitle: NA = amount of NAs (Missing: % of missing -> Response: % of responses accounting to missing)

The X axis depicts the numeric feature assessed, while the Y axis is for the ECDF of Response vs the numeric feature.

Setting up work

# Load libraries
library(data.table)

data.table 1.9.7 IN DEVELOPMENT built 2016-10-04 15:45:32 UTC; travis
unable to identify current timezone 'C':
please set environment variable 'TZ'  The fastest way to learn (by data.table authors): https://www.datacamp.com/courses/data-analysis-the-data-table-way
  Documentation: ?data.table, example(data.table) and browseVignettes("data.table")
  Release notes, videos and slides: http://r-datatable.com

library(recommenderlab)

Loading required package: Matrix
Loading required package: arules

Attaching package: ‘arules’

The following objects are masked from ‘package:base’:

    abbreviate, write

Loading required package: proxy

Attaching package: ‘proxy’

The following object is masked from ‘package:Matrix’:

    as.matrix

The following objects are masked from ‘package:stats’:

    as.dist, dist

The following object is masked from ‘package:base’:

    as.matrix

Loading required package: registry

library(pbapply)
# Set your working directory there =)
setwd("E:/")

The working directory was changed to E:/ inside a notebook chunk. The working directory will be reset when the chunk is finished running. Use the knitr root.dir option in the setup chunk to change the the working directory for notebook chunks.

# Load data
data <- readRDS("datasets/train_numeric.rds")
gc(verbose = TRUE)

Garbage collection 77 = 32+7+38 (level 2) ... 
73.0 Mbytes of cons cells used (63%)
8768.5 Mbytes of vectors used (73%)

             used   (Mb) gc trigger    (Mb)   max used   (Mb)
Ncells    1365467   73.0    2164898   115.7    1770749   94.6
Vcells 1149299408 8768.5 1568442634 11966.3 1149294539 8768.5

Plotting madness =)

for (i in 1:969) {
  
  cat("[", format(Sys.time(), "%a %b %d %Y %X"), "] Doing feature ", sprintf("%03d", i), "...  \n", sep = "")
  #ecdfed <- ecdf(data[[i]])
  #plot(ecdfed)
  temp_NA <- sum(is.na(data[[i]]))
  if ((min(data[[i]], na.rm = TRUE) == max(data[[i]], na.rm = TRUE)) | (sum(is.na(data[[i]])) == 1183747)) {
    # do nothing
  } else {
    plot(sort(data[[i]], na.last = TRUE), (1:1183747)/1183747,
         type = "s",
         ylim = c(0, 1),
         main = paste("Empirical Cumulative Density Function (ECDF) of Response vs ", colnames(data)[i], "\nNA = ", temp_NA, " (Missing: ", sprintf("%05.2f", 100 * temp_NA / 1183747), "% -> Response: ", sprintf("%05.2f", 100 * sum(data$Response[is.na(data[[i]])]) / 6879), "%)", sep = ""),
         xlab = colnames(data)[i],
         ylab = "f(Response)"
    )
  }
  gc(verbose = FALSE)
  
}

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[Fri Oct 07 2016 12:51:47 PM] Doing feature 394...

[Fri Oct 07 2016 12:51:48 PM] Doing feature 395...

[Fri Oct 07 2016 12:51:49 PM] Doing feature 396...

[Fri Oct 07 2016 12:51:50 PM] Doing feature 397...

[Fri Oct 07 2016 12:51:50 PM] Doing feature 398...

[Fri Oct 07 2016 12:51:51 PM] Doing feature 399...

[Fri Oct 07 2016 12:51:52 PM] Doing feature 400...

[Fri Oct 07 2016 12:51:52 PM] Doing feature 401...

[Fri Oct 07 2016 12:51:53 PM] Doing feature 402...

[Fri Oct 07 2016 12:51:54 PM] Doing feature 403...

[Fri Oct 07 2016 12:51:54 PM] Doing feature 404...

[Fri Oct 07 2016 12:51:55 PM] Doing feature 405...

[Fri Oct 07 2016 12:51:55 PM] Doing feature 406...

[Fri Oct 07 2016 12:51:56 PM] Doing feature 407...

[Fri Oct 07 2016 12:51:57 PM] Doing feature 408...

[Fri Oct 07 2016 12:51:58 PM] Doing feature 409...

[Fri Oct 07 2016 12:51:58 PM] Doing feature 410...

[Fri Oct 07 2016 12:51:59 PM] Doing feature 411...

[Fri Oct 07 2016 12:51:59 PM] Doing feature 412...

[Fri Oct 07 2016 12:52:00 PM] Doing feature 413...

[Fri Oct 07 2016 12:52:00 PM] Doing feature 414...

[Fri Oct 07 2016 12:52:01 PM] Doing feature 415...

[Fri Oct 07 2016 12:52:02 PM] Doing feature 416...

[Fri Oct 07 2016 12:52:02 PM] Doing feature 417...

[Fri Oct 07 2016 12:52:03 PM] Doing feature 418...

[Fri Oct 07 2016 12:52:03 PM] Doing feature 419...

[Fri Oct 07 2016 12:52:04 PM] Doing feature 420...

[Fri Oct 07 2016 12:52:05 PM] Doing feature 421...

[Fri Oct 07 2016 12:52:05 PM] Doing feature 422...

[Fri Oct 07 2016 12:52:06 PM] Doing feature 423...

[Fri Oct 07 2016 12:52:07 PM] Doing feature 424...

[Fri Oct 07 2016 12:52:07 PM] Doing feature 425...

[Fri Oct 07 2016 12:52:08 PM] Doing feature 426...

[Fri Oct 07 2016 12:52:09 PM] Doing feature 427...

[Fri Oct 07 2016 12:52:09 PM] Doing feature 428...

[Fri Oct 07 2016 12:52:10 PM] Doing feature 429...

[Fri Oct 07 2016 12:52:10 PM] Doing feature 430...

[Fri Oct 07 2016 12:52:11 PM] Doing feature 431...

[Fri Oct 07 2016 12:52:12 PM] Doing feature 432...

[Fri Oct 07 2016 12:52:12 PM] Doing feature 433...

[Fri Oct 07 2016 12:52:13 PM] Doing feature 434...

[Fri Oct 07 2016 12:52:13 PM] Doing feature 435...

[Fri Oct 07 2016 12:52:14 PM] Doing feature 436...

[Fri Oct 07 2016 12:52:14 PM] Doing feature 437...

[Fri Oct 07 2016 12:52:15 PM] Doing feature 438...

[Fri Oct 07 2016 12:52:16 PM] Doing feature 439...

[Fri Oct 07 2016 12:52:16 PM] Doing feature 440...

[Fri Oct 07 2016 12:52:17 PM] Doing feature 441...

[Fri Oct 07 2016 12:52:18 PM] Doing feature 442...

[Fri Oct 07 2016 12:52:18 PM] Doing feature 443...

[Fri Oct 07 2016 12:52:19 PM] Doing feature 444...

[Fri Oct 07 2016 12:52:19 PM] Doing feature 445...

[Fri Oct 07 2016 12:52:20 PM] Doing feature 446...

[Fri Oct 07 2016 12:52:20 PM] Doing feature 447...

[Fri Oct 07 2016 12:52:21 PM] Doing feature 448...

[Fri Oct 07 2016 12:52:22 PM] Doing feature 449...

[Fri Oct 07 2016 12:52:22 PM] Doing feature 450...

[Fri Oct 07 2016 12:52:23 PM] Doing feature 451...

[Fri Oct 07 2016 12:52:23 PM] Doing feature 452...

[Fri Oct 07 2016 12:52:24 PM] Doing feature 453...

[Fri Oct 07 2016 12:52:25 PM] Doing feature 454...

[Fri Oct 07 2016 12:52:25 PM] Doing feature 455...

[Fri Oct 07 2016 12:52:26 PM] Doing feature 456...

[Fri Oct 07 2016 12:52:27 PM] Doing feature 457...

[Fri Oct 07 2016 12:52:27 PM] Doing feature 458...

[Fri Oct 07 2016 12:52:28 PM] Doing feature 459...

[Fri Oct 07 2016 12:52:29 PM] Doing feature 460...

[Fri Oct 07 2016 12:52:30 PM] Doing feature 461...

[Fri Oct 07 2016 12:52:30 PM] Doing feature 462...

[Fri Oct 07 2016 12:52:31 PM] Doing feature 463...

[Fri Oct 07 2016 12:52:32 PM] Doing feature 464...

[Fri Oct 07 2016 12:52:32 PM] Doing feature 465...

[Fri Oct 07 2016 12:52:33 PM] Doing feature 466...

[Fri Oct 07 2016 12:52:34 PM] Doing feature 467...

[Fri Oct 07 2016 12:52:34 PM] Doing feature 468...

[Fri Oct 07 2016 12:52:35 PM] Doing feature 469...

[Fri Oct 07 2016 12:52:35 PM] Doing feature 470...

[Fri Oct 07 2016 12:52:36 PM] Doing feature 471...

[Fri Oct 07 2016 12:52:36 PM] Doing feature 472...

[Fri Oct 07 2016 12:52:37 PM] Doing feature 473...

[Fri Oct 07 2016 12:52:37 PM] Doing feature 474...

[Fri Oct 07 2016 12:52:38 PM] Doing feature 475...

[Fri Oct 07 2016 12:52:39 PM] Doing feature 476...

[Fri Oct 07 2016 12:52:39 PM] Doing feature 477...

[Fri Oct 07 2016 12:52:40 PM] Doing feature 478...

[Fri Oct 07 2016 12:52:40 PM] Doing feature 479...

[Fri Oct 07 2016 12:52:41 PM] Doing feature 480...

[Fri Oct 07 2016 12:52:41 PM] Doing feature 481...

[Fri Oct 07 2016 12:52:42 PM] Doing feature 482...

[Fri Oct 07 2016 12:52:42 PM] Doing feature 483...

[Fri Oct 07 2016 12:52:43 PM] Doing feature 484...

[Fri Oct 07 2016 12:52:43 PM] Doing feature 485...

[Fri Oct 07 2016 12:52:44 PM] Doing feature 486...

[Fri Oct 07 2016 12:52:44 PM] Doing feature 487...

[Fri Oct 07 2016 12:52:45 PM] Doing feature 488...

[Fri Oct 07 2016 12:52:45 PM] Doing feature 489...

[Fri Oct 07 2016 12:52:46 PM] Doing feature 490...

[Fri Oct 07 2016 12:52:46 PM] Doing feature 491...

[Fri Oct 07 2016 12:52:47 PM] Doing feature 492...

[Fri Oct 07 2016 12:52:47 PM] Doing feature 493...

[Fri Oct 07 2016 12:52:48 PM] Doing feature 494...

[Fri Oct 07 2016 12:52:48 PM] Doing feature 495...

[Fri Oct 07 2016 12:52:49 PM] Doing feature 496...

[Fri Oct 07 2016 12:52:49 PM] Doing feature 497...

[Fri Oct 07 2016 12:52:50 PM] Doing feature 498...

[Fri Oct 07 2016 12:52:51 PM] Doing feature 499...

[Fri Oct 07 2016 12:52:51 PM] Doing feature 500...

[Fri Oct 07 2016 12:52:51 PM] Doing feature 501...

[Fri Oct 07 2016 12:52:52 PM] Doing feature 502...

[Fri Oct 07 2016 12:52:53 PM] Doing feature 503...

[Fri Oct 07 2016 12:52:53 PM] Doing feature 504...

[Fri Oct 07 2016 12:52:53 PM] Doing feature 505...

[Fri Oct 07 2016 12:52:54 PM] Doing feature 506...

[Fri Oct 07 2016 12:52:55 PM] Doing feature 507...

[Fri Oct 07 2016 12:52:55 PM] Doing feature 508...

[Fri Oct 07 2016 12:52:56 PM] Doing feature 509...

[Fri Oct 07 2016 12:52:56 PM] Doing feature 510...

[Fri Oct 07 2016 12:52:57 PM] Doing feature 511...

[Fri Oct 07 2016 12:52:57 PM] Doing feature 512...

[Fri Oct 07 2016 12:52:58 PM] Doing feature 513...

[Fri Oct 07 2016 12:52:58 PM] Doing feature 514...

[Fri Oct 07 2016 12:52:59 PM] Doing feature 515...

[Fri Oct 07 2016 12:52:59 PM] Doing feature 516...

[Fri Oct 07 2016 12:53:00 PM] Doing feature 517...

[Fri Oct 07 2016 12:53:00 PM] Doing feature 518...

[Fri Oct 07 2016 12:53:01 PM] Doing feature 519...

[Fri Oct 07 2016 12:53:02 PM] Doing feature 520...

[Fri Oct 07 2016 12:53:02 PM] Doing feature 521...

[Fri Oct 07 2016 12:53:03 PM] Doing feature 522...

[Fri Oct 07 2016 12:53:03 PM] Doing feature 523...

[Fri Oct 07 2016 12:53:04 PM] Doing feature 524...

[Fri Oct 07 2016 12:53:04 PM] Doing feature 525...

[Fri Oct 07 2016 12:53:05 PM] Doing feature 526...

[Fri Oct 07 2016 12:53:05 PM] Doing feature 527...

[Fri Oct 07 2016 12:53:06 PM] Doing feature 528...

[Fri Oct 07 2016 12:53:07 PM] Doing feature 529...

[Fri Oct 07 2016 12:53:07 PM] Doing feature 530...

[Fri Oct 07 2016 12:53:07 PM] Doing feature 531...

[Fri Oct 07 2016 12:53:08 PM] Doing feature 532...

[Fri Oct 07 2016 12:53:08 PM] Doing feature 533...

[Fri Oct 07 2016 12:53:09 PM] Doing feature 534...

[Fri Oct 07 2016 12:53:10 PM] Doing feature 535...

[Fri Oct 07 2016 12:53:10 PM] Doing feature 536...

[Fri Oct 07 2016 12:53:11 PM] Doing feature 537...

[Fri Oct 07 2016 12:53:11 PM] Doing feature 538...

[Fri Oct 07 2016 12:53:12 PM] Doing feature 539...

[Fri Oct 07 2016 12:53:12 PM] Doing feature 540...

[Fri Oct 07 2016 12:53:13 PM] Doing feature 541...

[Fri Oct 07 2016 12:53:13 PM] Doing feature 542...

[Fri Oct 07 2016 12:53:14 PM] Doing feature 543...

[Fri Oct 07 2016 12:53:15 PM] Doing feature 544...

[Fri Oct 07 2016 12:53:15 PM] Doing feature 545...

[Fri Oct 07 2016 12:53:16 PM] Doing feature 546...

[Fri Oct 07 2016 12:53:16 PM] Doing feature 547...

[Fri Oct 07 2016 12:53:17 PM] Doing feature 548...

[Fri Oct 07 2016 12:53:17 PM] Doing feature 549...

[Fri Oct 07 2016 12:53:18 PM] Doing feature 550...

[Fri Oct 07 2016 12:53:18 PM] Doing feature 551...

[Fri Oct 07 2016 12:53:19 PM] Doing feature 552...

[Fri Oct 07 2016 12:53:19 PM] Doing feature 553...

[Fri Oct 07 2016 12:53:20 PM] Doing feature 554...

[Fri Oct 07 2016 12:53:20 PM] Doing feature 555...

[Fri Oct 07 2016 12:53:21 PM] Doing feature 556...

[Fri Oct 07 2016 12:53:21 PM] Doing feature 557...

[Fri Oct 07 2016 12:53:22 PM] Doing feature 558...

[Fri Oct 07 2016 12:53:23 PM] Doing feature 559...

[Fri Oct 07 2016 12:53:23 PM] Doing feature 560...

[Fri Oct 07 2016 12:53:24 PM] Doing feature 561...

[Fri Oct 07 2016 12:53:24 PM] Doing feature 562...

[Fri Oct 07 2016 12:53:25 PM] Doing feature 563...

[Fri Oct 07 2016 12:53:25 PM] Doing feature 564...

[Fri Oct 07 2016 12:53:26 PM] Doing feature 565...

[Fri Oct 07 2016 12:53:26 PM] Doing feature 566...

[Fri Oct 07 2016 12:53:27 PM] Doing feature 567...

[Fri Oct 07 2016 12:53:27 PM] Doing feature 568...

[Fri Oct 07 2016 12:53:28 PM] Doing feature 569...

[Fri Oct 07 2016 12:53:28 PM] Doing feature 570...

[Fri Oct 07 2016 12:53:29 PM] Doing feature 571...

[Fri Oct 07 2016 12:53:29 PM] Doing feature 572...

[Fri Oct 07 2016 12:53:30 PM] Doing feature 573...

[Fri Oct 07 2016 12:53:30 PM] Doing feature 574...

[Fri Oct 07 2016 12:53:31 PM] Doing feature 575...

[Fri Oct 07 2016 12:53:31 PM] Doing feature 576...

[Fri Oct 07 2016 12:53:31 PM] Doing feature 577...

[Fri Oct 07 2016 12:53:32 PM] Doing feature 578...

[Fri Oct 07 2016 12:53:32 PM] Doing feature 579...

[Fri Oct 07 2016 12:53:33 PM] Doing feature 580...

[Fri Oct 07 2016 12:53:33 PM] Doing feature 581...

[Fri Oct 07 2016 12:53:34 PM] Doing feature 582...

[Fri Oct 07 2016 12:53:35 PM] Doing feature 583...

[Fri Oct 07 2016 12:53:35 PM] Doing feature 584...

[Fri Oct 07 2016 12:53:36 PM] Doing feature 585...

[Fri Oct 07 2016 12:53:36 PM] Doing feature 586...

[Fri Oct 07 2016 12:53:37 PM] Doing feature 587...

[Fri Oct 07 2016 12:53:37 PM] Doing feature 588...

[Fri Oct 07 2016 12:53:37 PM] Doing feature 589...

[Fri Oct 07 2016 12:53:38 PM] Doing feature 590...

[Fri Oct 07 2016 12:53:38 PM] Doing feature 591...

[Fri Oct 07 2016 12:53:39 PM] Doing feature 592...

[Fri Oct 07 2016 12:53:40 PM] Doing feature 593...

[Fri Oct 07 2016 12:53:40 PM] Doing feature 594...

[Fri Oct 07 2016 12:53:40 PM] Doing feature 595...

[Fri Oct 07 2016 12:53:41 PM] Doing feature 596...

[Fri Oct 07 2016 12:53:42 PM] Doing feature 597...

[Fri Oct 07 2016 12:53:42 PM] Doing feature 598...

[Fri Oct 07 2016 12:53:43 PM] Doing feature 599...

[Fri Oct 07 2016 12:53:43 PM] Doing feature 600...

[Fri Oct 07 2016 12:53:44 PM] Doing feature 601...

[Fri Oct 07 2016 12:53:44 PM] Doing feature 602...

[Fri Oct 07 2016 12:53:45 PM] Doing feature 603...

[Fri Oct 07 2016 12:53:45 PM] Doing feature 604...

[Fri Oct 07 2016 12:53:46 PM] Doing feature 605...

[Fri Oct 07 2016 12:53:46 PM] Doing feature 606...

[Fri Oct 07 2016 12:53:47 PM] Doing feature 607...

[Fri Oct 07 2016 12:53:47 PM] Doing feature 608...

[Fri Oct 07 2016 12:53:48 PM] Doing feature 609...

[Fri Oct 07 2016 12:53:48 PM] Doing feature 610...

[Fri Oct 07 2016 12:53:49 PM] Doing feature 611...

[Fri Oct 07 2016 12:53:49 PM] Doing feature 612...

[Fri Oct 07 2016 12:53:50 PM] Doing feature 613...

[Fri Oct 07 2016 12:53:50 PM] Doing feature 614...

[Fri Oct 07 2016 12:53:51 PM] Doing feature 615...

[Fri Oct 07 2016 12:53:52 PM] Doing feature 616...

[Fri Oct 07 2016 12:53:52 PM] Doing feature 617...

[Fri Oct 07 2016 12:53:52 PM] Doing feature 618...

[Fri Oct 07 2016 12:53:53 PM] Doing feature 619...

[Fri Oct 07 2016 12:53:54 PM] Doing feature 620...

[Fri Oct 07 2016 12:53:54 PM] Doing feature 621...

[Fri Oct 07 2016 12:53:55 PM] Doing feature 622...

[Fri Oct 07 2016 12:53:55 PM] Doing feature 623...

[Fri Oct 07 2016 12:53:56 PM] Doing feature 624...

[Fri Oct 07 2016 12:53:57 PM] Doing feature 625...

[Fri Oct 07 2016 12:53:57 PM] Doing feature 626...

[Fri Oct 07 2016 12:53:58 PM] Doing feature 627...

[Fri Oct 07 2016 12:53:58 PM] Doing feature 628...

[Fri Oct 07 2016 12:53:59 PM] Doing feature 629...

[Fri Oct 07 2016 12:53:59 PM] Doing feature 630...

[Fri Oct 07 2016 12:54:00 PM] Doing feature 631...

[Fri Oct 07 2016 12:54:01 PM] Doing feature 632...

[Fri Oct 07 2016 12:54:01 PM] Doing feature 633...

[Fri Oct 07 2016 12:54:01 PM] Doing feature 634...

[Fri Oct 07 2016 12:54:02 PM] Doing feature 635...

[Fri Oct 07 2016 12:54:02 PM] Doing feature 636...

[Fri Oct 07 2016 12:54:03 PM] Doing feature 637...

[Fri Oct 07 2016 12:54:04 PM] Doing feature 638...

[Fri Oct 07 2016 12:54:04 PM] Doing feature 639...

[Fri Oct 07 2016 12:54:05 PM] Doing feature 640...

[Fri Oct 07 2016 12:54:05 PM] Doing feature 641...

[Fri Oct 07 2016 12:54:06 PM] Doing feature 642...

[Fri Oct 07 2016 12:54:06 PM] Doing feature 643...

[Fri Oct 07 2016 12:54:07 PM] Doing feature 644...

[Fri Oct 07 2016 12:54:07 PM] Doing feature 645...

[Fri Oct 07 2016 12:54:08 PM] Doing feature 646...

[Fri Oct 07 2016 12:54:08 PM] Doing feature 647...

[Fri Oct 07 2016 12:54:09 PM] Doing feature 648...

[Fri Oct 07 2016 12:54:09 PM] Doing feature 649...

[Fri Oct 07 2016 12:54:10 PM] Doing feature 650...

[Fri Oct 07 2016 12:54:10 PM] Doing feature 651...

[Fri Oct 07 2016 12:54:11 PM] Doing feature 652...

[Fri Oct 07 2016 12:54:12 PM] Doing feature 653...

[Fri Oct 07 2016 12:54:12 PM] Doing feature 654...

[Fri Oct 07 2016 12:54:13 PM] Doing feature 655...

[Fri Oct 07 2016 12:54:13 PM] Doing feature 656...

[Fri Oct 07 2016 12:54:14 PM] Doing feature 657...

[Fri Oct 07 2016 12:54:14 PM] Doing feature 658...

[Fri Oct 07 2016 12:54:15 PM] Doing feature 659...

[Fri Oct 07 2016 12:54:15 PM] Doing feature 660...

[Fri Oct 07 2016 12:54:16 PM] Doing feature 661...

[Fri Oct 07 2016 12:54:16 PM] Doing feature 662...

[Fri Oct 07 2016 12:54:17 PM] Doing feature 663...

[Fri Oct 07 2016 12:54:18 PM] Doing feature 664...

[Fri Oct 07 2016 12:54:18 PM] Doing feature 665...

[Fri Oct 07 2016 12:54:19 PM] Doing feature 666...

[Fri Oct 07 2016 12:54:19 PM] Doing feature 667...

[Fri Oct 07 2016 12:54:20 PM] Doing feature 668...

[Fri Oct 07 2016 12:54:20 PM] Doing feature 669...

[Fri Oct 07 2016 12:54:21 PM] Doing feature 670...

[Fri Oct 07 2016 12:54:21 PM] Doing feature 671...

[Fri Oct 07 2016 12:54:22 PM] Doing feature 672...

[Fri Oct 07 2016 12:54:22 PM] Doing feature 673...

[Fri Oct 07 2016 12:54:23 PM] Doing feature 674...

[Fri Oct 07 2016 12:54:24 PM] Doing feature 675...

[Fri Oct 07 2016 12:54:24 PM] Doing feature 676...

[Fri Oct 07 2016 12:54:25 PM] Doing feature 677...

[Fri Oct 07 2016 12:54:25 PM] Doing feature 678...

[Fri Oct 07 2016 12:54:26 PM] Doing feature 679...

[Fri Oct 07 2016 12:54:26 PM] Doing feature 680...

[Fri Oct 07 2016 12:54:27 PM] Doing feature 681...

[Fri Oct 07 2016 12:54:27 PM] Doing feature 682...

[Fri Oct 07 2016 12:54:28 PM] Doing feature 683...

[Fri Oct 07 2016 12:54:29 PM] Doing feature 684...

[Fri Oct 07 2016 12:54:31 PM] Doing feature 685...

[Fri Oct 07 2016 12:54:32 PM] Doing feature 686...

[Fri Oct 07 2016 12:54:33 PM] Doing feature 687...

[Fri Oct 07 2016 12:54:34 PM] Doing feature 688...

[Fri Oct 07 2016 12:54:35 PM] Doing feature 689...

[Fri Oct 07 2016 12:54:36 PM] Doing feature 690...

[Fri Oct 07 2016 12:54:37 PM] Doing feature 691...

[Fri Oct 07 2016 12:54:38 PM] Doing feature 692...

[Fri Oct 07 2016 12:54:39 PM] Doing feature 693...

[Fri Oct 07 2016 12:54:40 PM] Doing feature 694...

[Fri Oct 07 2016 12:54:41 PM] Doing feature 695...

[Fri Oct 07 2016 12:54:42 PM] Doing feature 696...

[Fri Oct 07 2016 12:54:43 PM] Doing feature 697...

[Fri Oct 07 2016 12:54:44 PM] Doing feature 698...

[Fri Oct 07 2016 12:54:45 PM] Doing feature 699...

[Fri Oct 07 2016 12:54:46 PM] Doing feature 700...

[Fri Oct 07 2016 12:54:47 PM] Doing feature 701...

[Fri Oct 07 2016 12:54:48 PM] Doing feature 702...

[Fri Oct 07 2016 12:54:49 PM] Doing feature 703...

[Fri Oct 07 2016 12:54:50 PM] Doing feature 704...

[Fri Oct 07 2016 12:54:51 PM] Doing feature 705...

[Fri Oct 07 2016 12:54:52 PM] Doing feature 706...

[Fri Oct 07 2016 12:54:52 PM] Doing feature 707...

[Fri Oct 07 2016 12:54:53 PM] Doing feature 708...

[Fri Oct 07 2016 12:54:54 PM] Doing feature 709...

[Fri Oct 07 2016 12:54:55 PM] Doing feature 710...

[Fri Oct 07 2016 12:54:56 PM] Doing feature 711...

[Fri Oct 07 2016 12:54:56 PM] Doing feature 712...

[Fri Oct 07 2016 12:54:56 PM] Doing feature 713...

[Fri Oct 07 2016 12:54:57 PM] Doing feature 714...

[Fri Oct 07 2016 12:54:58 PM] Doing feature 715...

[Fri Oct 07 2016 12:54:58 PM] Doing feature 716...

[Fri Oct 07 2016 12:54:59 PM] Doing feature 717...

[Fri Oct 07 2016 12:54:59 PM] Doing feature 718...

[Fri Oct 07 2016 12:55:00 PM] Doing feature 719...

[Fri Oct 07 2016 12:55:00 PM] Doing feature 720...

[Fri Oct 07 2016 12:55:01 PM] Doing feature 721...

[Fri Oct 07 2016 12:55:01 PM] Doing feature 722...

[Fri Oct 07 2016 12:55:02 PM] Doing feature 723...

[Fri Oct 07 2016 12:55:02 PM] Doing feature 724...

[Fri Oct 07 2016 12:55:03 PM] Doing feature 725...

[Fri Oct 07 2016 12:55:06 PM] Doing feature 726...

[Fri Oct 07 2016 12:55:09 PM] Doing feature 727...

[Fri Oct 07 2016 12:55:11 PM] Doing feature 728...

[Fri Oct 07 2016 12:55:14 PM] Doing feature 729...

[Fri Oct 07 2016 12:55:17 PM] Doing feature 730...

[Fri Oct 07 2016 12:55:19 PM] Doing feature 731...

[Fri Oct 07 2016 12:55:22 PM] Doing feature 732...

[Fri Oct 07 2016 12:55:24 PM] Doing feature 733...

[Fri Oct 07 2016 12:55:27 PM] Doing feature 734...

[Fri Oct 07 2016 12:55:30 PM] Doing feature 735...

[Fri Oct 07 2016 12:55:33 PM] Doing feature 736...

[Fri Oct 07 2016 12:55:36 PM] Doing feature 737...

[Fri Oct 07 2016 12:55:38 PM] Doing feature 738...

[Fri Oct 07 2016 12:55:41 PM] Doing feature 739...

[Fri Oct 07 2016 12:55:43 PM] Doing feature 740...

[Fri Oct 07 2016 12:55:46 PM] Doing feature 741...

[Fri Oct 07 2016 12:55:49 PM] Doing feature 742...

[Fri Oct 07 2016 12:55:52 PM] Doing feature 743...

[Fri Oct 07 2016 12:55:54 PM] Doing feature 744...

[Fri Oct 07 2016 12:55:57 PM] Doing feature 745...

[Fri Oct 07 2016 12:56:00 PM] Doing feature 746...

[Fri Oct 07 2016 12:56:02 PM] Doing feature 747...

[Fri Oct 07 2016 12:56:05 PM] Doing feature 748...

[Fri Oct 07 2016 12:56:08 PM] Doing feature 749...

[Fri Oct 07 2016 12:56:10 PM] Doing feature 750...

[Fri Oct 07 2016 12:56:13 PM] Doing feature 751...

[Fri Oct 07 2016 12:56:16 PM] Doing feature 752...

[Fri Oct 07 2016 12:56:18 PM] Doing feature 753...

[Fri Oct 07 2016 12:56:21 PM] Doing feature 754...

[Fri Oct 07 2016 12:56:24 PM] Doing feature 755...

[Fri Oct 07 2016 12:56:26 PM] Doing feature 756...

[Fri Oct 07 2016 12:56:29 PM] Doing feature 757...

[Fri Oct 07 2016 12:56:32 PM] Doing feature 758...

[Fri Oct 07 2016 12:56:35 PM] Doing feature 759...

[Fri Oct 07 2016 12:56:37 PM] Doing feature 760...

[Fri Oct 07 2016 12:56:40 PM] Doing feature 761...

[Fri Oct 07 2016 12:56:43 PM] Doing feature 762...

[Fri Oct 07 2016 12:56:45 PM] Doing feature 763...

[Fri Oct 07 2016 12:56:48 PM] Doing feature 764...

[Fri Oct 07 2016 12:56:51 PM] Doing feature 765...

[Fri Oct 07 2016 12:56:53 PM] Doing feature 766...

[Fri Oct 07 2016 12:56:56 PM] Doing feature 767...

[Fri Oct 07 2016 12:56:59 PM] Doing feature 768...

[Fri Oct 07 2016 12:57:01 PM] Doing feature 769...

[Fri Oct 07 2016 12:57:04 PM] Doing feature 770...

[Fri Oct 07 2016 12:57:07 PM] Doing feature 771...

[Fri Oct 07 2016 12:57:09 PM] Doing feature 772...

[Fri Oct 07 2016 12:57:11 PM] Doing feature 773...

[Fri Oct 07 2016 12:57:14 PM] Doing feature 774...

[Fri Oct 07 2016 12:57:17 PM] Doing feature 775...

[Fri Oct 07 2016 12:57:19 PM] Doing feature 776...

[Fri Oct 07 2016 12:57:22 PM] Doing feature 777...

[Fri Oct 07 2016 12:57:25 PM] Doing feature 778...

[Fri Oct 07 2016 12:57:27 PM] Doing feature 779...

[Fri Oct 07 2016 12:57:30 PM] Doing feature 780...

[Fri Oct 07 2016 12:57:32 PM] Doing feature 781...

[Fri Oct 07 2016 12:57:35 PM] Doing feature 782...

[Fri Oct 07 2016 12:57:37 PM] Doing feature 783...

[Fri Oct 07 2016 12:57:40 PM] Doing feature 784...

[Fri Oct 07 2016 12:57:43 PM] Doing feature 785...

[Fri Oct 07 2016 12:57:45 PM] Doing feature 786...

[Fri Oct 07 2016 12:57:48 PM] Doing feature 787...

[Fri Oct 07 2016 12:57:51 PM] Doing feature 788...

[Fri Oct 07 2016 12:57:53 PM] Doing feature 789...

[Fri Oct 07 2016 12:57:56 PM] Doing feature 790...

[Fri Oct 07 2016 12:57:59 PM] Doing feature 791...

[Fri Oct 07 2016 12:58:01 PM] Doing feature 792...

[Fri Oct 07 2016 12:58:03 PM] Doing feature 793...

[Fri Oct 07 2016 12:58:06 PM] Doing feature 794...

[Fri Oct 07 2016 12:58:08 PM] Doing feature 795...

[Fri Oct 07 2016 12:58:10 PM] Doing feature 796...

[Fri Oct 07 2016 12:58:12 PM] Doing feature 797...

[Fri Oct 07 2016 12:58:14 PM] Doing feature 798...

[Fri Oct 07 2016 12:58:16 PM] Doing feature 799...

[Fri Oct 07 2016 12:58:18 PM] Doing feature 800...

[Fri Oct 07 2016 12:58:20 PM] Doing feature 801...

[Fri Oct 07 2016 12:58:23 PM] Doing feature 802...

[Fri Oct 07 2016 12:58:25 PM] Doing feature 803...

[Fri Oct 07 2016 12:58:27 PM] Doing feature 804...

[Fri Oct 07 2016 12:58:29 PM] Doing feature 805...

[Fri Oct 07 2016 12:58:31 PM] Doing feature 806...

[Fri Oct 07 2016 12:58:33 PM] Doing feature 807...

[Fri Oct 07 2016 12:58:35 PM] Doing feature 808...

[Fri Oct 07 2016 12:58:37 PM] Doing feature 809...

[Fri Oct 07 2016 12:58:39 PM] Doing feature 810...

[Fri Oct 07 2016 12:58:41 PM] Doing feature 811...

[Fri Oct 07 2016 12:58:43 PM] Doing feature 812...

[Fri Oct 07 2016 12:58:46 PM] Doing feature 813...

[Fri Oct 07 2016 12:58:48 PM] Doing feature 814...

[Fri Oct 07 2016 12:58:50 PM] Doing feature 815...

[Fri Oct 07 2016 12:58:52 PM] Doing feature 816...

[Fri Oct 07 2016 12:58:54 PM] Doing feature 817...

[Fri Oct 07 2016 12:58:56 PM] Doing feature 818...

[Fri Oct 07 2016 12:58:58 PM] Doing feature 819...

[Fri Oct 07 2016 12:59:00 PM] Doing feature 820...

[Fri Oct 07 2016 12:59:02 PM] Doing feature 821...

[Fri Oct 07 2016 12:59:04 PM] Doing feature 822...

[Fri Oct 07 2016 12:59:06 PM] Doing feature 823...

[Fri Oct 07 2016 12:59:08 PM] Doing feature 824...

[Fri Oct 07 2016 12:59:11 PM] Doing feature 825...

[Fri Oct 07 2016 12:59:14 PM] Doing feature 826...

[Fri Oct 07 2016 12:59:16 PM] Doing feature 827...

[Fri Oct 07 2016 12:59:19 PM] Doing feature 828...

[Fri Oct 07 2016 12:59:22 PM] Doing feature 829...

[Fri Oct 07 2016 12:59:24 PM] Doing feature 830...

[Fri Oct 07 2016 12:59:27 PM] Doing feature 831...

[Fri Oct 07 2016 12:59:30 PM] Doing feature 832...

[Fri Oct 07 2016 12:59:33 PM] Doing feature 833...

[Fri Oct 07 2016 12:59:35 PM] Doing feature 834...

[Fri Oct 07 2016 12:59:38 PM] Doing feature 835...

[Fri Oct 07 2016 12:59:41 PM] Doing feature 836...

[Fri Oct 07 2016 12:59:44 PM] Doing feature 837...

[Fri Oct 07 2016 12:59:46 PM] Doing feature 838...

[Fri Oct 07 2016 12:59:49 PM] Doing feature 839...

[Fri Oct 07 2016 12:59:51 PM] Doing feature 840...

[Fri Oct 07 2016 12:59:54 PM] Doing feature 841...

[Fri Oct 07 2016 12:59:57 PM] Doing feature 842...

[Fri Oct 07 2016 01:00:00 PM] Doing feature 843...

[Fri Oct 07 2016 01:00:02 PM] Doing feature 844...

[Fri Oct 07 2016 01:00:05 PM] Doing feature 845...

[Fri Oct 07 2016 01:00:08 PM] Doing feature 846...

[Fri Oct 07 2016 01:00:08 PM] Doing feature 847...

[Fri Oct 07 2016 01:00:09 PM] Doing feature 848...

[Fri Oct 07 2016 01:00:09 PM] Doing feature 849...

[Fri Oct 07 2016 01:00:10 PM] Doing feature 850...

[Fri Oct 07 2016 01:00:10 PM] Doing feature 851...

[Fri Oct 07 2016 01:00:14 PM] Doing feature 852...

[Fri Oct 07 2016 01:00:17 PM] Doing feature 853...

[Fri Oct 07 2016 01:00:20 PM] Doing feature 854...

[Fri Oct 07 2016 01:00:22 PM] Doing feature 855...

[Fri Oct 07 2016 01:00:25 PM] Doing feature 856...

[Fri Oct 07 2016 01:00:28 PM] Doing feature 857...

[Fri Oct 07 2016 01:00:30 PM] Doing feature 858...

[Fri Oct 07 2016 01:00:33 PM] Doing feature 859...

[Fri Oct 07 2016 01:00:36 PM] Doing feature 860...

[Fri Oct 07 2016 01:00:38 PM] Doing feature 861...

[Fri Oct 07 2016 01:00:41 PM] Doing feature 862...

[Fri Oct 07 2016 01:00:43 PM] Doing feature 863...

[Fri Oct 07 2016 01:00:46 PM] Doing feature 864...

[Fri Oct 07 2016 01:00:48 PM] Doing feature 865...

[Fri Oct 07 2016 01:00:50 PM] Doing feature 866...

[Fri Oct 07 2016 01:00:52 PM] Doing feature 867...

[Fri Oct 07 2016 01:00:54 PM] Doing feature 868...

[Fri Oct 07 2016 01:00:55 PM] Doing feature 869...

[Fri Oct 07 2016 01:00:57 PM] Doing feature 870...

[Fri Oct 07 2016 01:00:58 PM] Doing feature 871...

[Fri Oct 07 2016 01:01:00 PM] Doing feature 872...

[Fri Oct 07 2016 01:01:02 PM] Doing feature 873...

[Fri Oct 07 2016 01:01:03 PM] Doing feature 874...

[Fri Oct 07 2016 01:01:05 PM] Doing feature 875...

[Fri Oct 07 2016 01:01:07 PM] Doing feature 876...

[Fri Oct 07 2016 01:01:08 PM] Doing feature 877...

[Fri Oct 07 2016 01:01:10 PM] Doing feature 878...

[Fri Oct 07 2016 01:01:12 PM] Doing feature 879...

[Fri Oct 07 2016 01:01:13 PM] Doing feature 880...

[Fri Oct 07 2016 01:01:15 PM] Doing feature 881...

[Fri Oct 07 2016 01:01:18 PM] Doing feature 882...

[Fri Oct 07 2016 01:01:20 PM] Doing feature 883...

[Fri Oct 07 2016 01:01:23 PM] Doing feature 884...

[Fri Oct 07 2016 01:01:25 PM] Doing feature 885...

[Fri Oct 07 2016 01:01:26 PM] Doing feature 886...

[Fri Oct 07 2016 01:01:26 PM] Doing feature 887...

[Fri Oct 07 2016 01:01:27 PM] Doing feature 888...

[Fri Oct 07 2016 01:01:28 PM] Doing feature 889...

[Fri Oct 07 2016 01:01:28 PM] Doing feature 890...

[Fri Oct 07 2016 01:01:29 PM] Doing feature 891...

[Fri Oct 07 2016 01:01:30 PM] Doing feature 892...

[Fri Oct 07 2016 01:01:30 PM] Doing feature 893...

[Fri Oct 07 2016 01:01:31 PM] Doing feature 894...

[Fri Oct 07 2016 01:01:32 PM] Doing feature 895...

[Fri Oct 07 2016 01:01:33 PM] Doing feature 896...

[Fri Oct 07 2016 01:01:33 PM] Doing feature 897...

[Fri Oct 07 2016 01:01:34 PM] Doing feature 898...

[Fri Oct 07 2016 01:01:35 PM] Doing feature 899...

[Fri Oct 07 2016 01:01:36 PM] Doing feature 900...

[Fri Oct 07 2016 01:01:37 PM] Doing feature 901...

[Fri Oct 07 2016 01:01:37 PM] Doing feature 902...

[Fri Oct 07 2016 01:01:38 PM] Doing feature 903...

[Fri Oct 07 2016 01:01:38 PM] Doing feature 904...

[Fri Oct 07 2016 01:01:39 PM] Doing feature 905...

[Fri Oct 07 2016 01:01:40 PM] Doing feature 906...

[Fri Oct 07 2016 01:01:40 PM] Doing feature 907...

[Fri Oct 07 2016 01:01:41 PM] Doing feature 908...

[Fri Oct 07 2016 01:01:42 PM] Doing feature 909...

[Fri Oct 07 2016 01:01:43 PM] Doing feature 910...

[Fri Oct 07 2016 01:01:43 PM] Doing feature 911...

[Fri Oct 07 2016 01:01:44 PM] Doing feature 912...

[Fri Oct 07 2016 01:01:45 PM] Doing feature 913...

[Fri Oct 07 2016 01:01:46 PM] Doing feature 914...

[Fri Oct 07 2016 01:01:46 PM] Doing feature 915...

[Fri Oct 07 2016 01:01:47 PM] Doing feature 916...

[Fri Oct 07 2016 01:01:48 PM] Doing feature 917...

[Fri Oct 07 2016 01:01:48 PM] Doing feature 918...

[Fri Oct 07 2016 01:01:49 PM] Doing feature 919...

[Fri Oct 07 2016 01:01:49 PM] Doing feature 920...

[Fri Oct 07 2016 01:01:50 PM] Doing feature 921...

[Fri Oct 07 2016 01:01:51 PM] Doing feature 922...

[Fri Oct 07 2016 01:01:51 PM] Doing feature 923...

[Fri Oct 07 2016 01:01:52 PM] Doing feature 924...

[Fri Oct 07 2016 01:01:52 PM] Doing feature 925...

[Fri Oct 07 2016 01:01:53 PM] Doing feature 926...

[Fri Oct 07 2016 01:01:53 PM] Doing feature 927...

[Fri Oct 07 2016 01:01:54 PM] Doing feature 928...

[Fri Oct 07 2016 01:01:55 PM] Doing feature 929...

[Fri Oct 07 2016 01:01:55 PM] Doing feature 930...

[Fri Oct 07 2016 01:01:56 PM] Doing feature 931...

[Fri Oct 07 2016 01:01:57 PM] Doing feature 932...

[Fri Oct 07 2016 01:01:57 PM] Doing feature 933...

[Fri Oct 07 2016 01:01:58 PM] Doing feature 934...

[Fri Oct 07 2016 01:01:59 PM] Doing feature 935...

[Fri Oct 07 2016 01:02:00 PM] Doing feature 936...

[Fri Oct 07 2016 01:02:00 PM] Doing feature 937...

[Fri Oct 07 2016 01:02:01 PM] Doing feature 938...

[Fri Oct 07 2016 01:02:02 PM] Doing feature 939...

[Fri Oct 07 2016 01:02:02 PM] Doing feature 940...

[Fri Oct 07 2016 01:02:03 PM] Doing feature 941...

[Fri Oct 07 2016 01:02:04 PM] Doing feature 942...

[Fri Oct 07 2016 01:02:05 PM] Doing feature 943...

[Fri Oct 07 2016 01:02:05 PM] Doing feature 944...

[Fri Oct 07 2016 01:02:06 PM] Doing feature 945...

[Fri Oct 07 2016 01:02:07 PM] Doing feature 946...

[Fri Oct 07 2016 01:02:07 PM] Doing feature 947...

[Fri Oct 07 2016 01:02:08 PM] Doing feature 948...

[Fri Oct 07 2016 01:02:09 PM] Doing feature 949...

[Fri Oct 07 2016 01:02:09 PM] Doing feature 950...

[Fri Oct 07 2016 01:02:10 PM] Doing feature 951...

[Fri Oct 07 2016 01:02:11 PM] Doing feature 952...

[Fri Oct 07 2016 01:02:11 PM] Doing feature 953...

[Fri Oct 07 2016 01:02:12 PM] Doing feature 954...

[Fri Oct 07 2016 01:02:13 PM] Doing feature 955...

[Fri Oct 07 2016 01:02:13 PM] Doing feature 956...

[Fri Oct 07 2016 01:02:14 PM] Doing feature 957...

[Fri Oct 07 2016 01:02:14 PM] Doing feature 958...

[Fri Oct 07 2016 01:02:15 PM] Doing feature 959...

[Fri Oct 07 2016 01:02:15 PM] Doing feature 960...

[Fri Oct 07 2016 01:02:16 PM] Doing feature 961...

[Fri Oct 07 2016 01:02:17 PM] Doing feature 962...

[Fri Oct 07 2016 01:02:17 PM] Doing feature 963...

[Fri Oct 07 2016 01:02:18 PM] Doing feature 964...

[Fri Oct 07 2016 01:02:18 PM] Doing feature 965...

[Fri Oct 07 2016 01:02:19 PM] Doing feature 966...

[Fri Oct 07 2016 01:02:20 PM] Doing feature 967...

[Fri Oct 07 2016 01:02:20 PM] Doing feature 968...

[Fri Oct 07 2016 01:02:21 PM] Doing feature 969...

Numeric Clustering

Laurae

October 06, 2016

Introduction

Plot interpretation

Setting up work

Plotting madness =)